AYUDANTE DE INVESTIGACIÓN
Contrato Predoctoral
PUBLICACIONES
2025
Modelado basado en datos de procesos industriales aplicando Reservoir Computing PhD Thesis
Universidad de León, 2025.
ESN with Delayed Inputs to Model Industrial Processes Proceedings Article
En: Engineering Applications of Neural Networks, pp. 141–153, Springer Nature Switzerland, Cham, 2025, ISBN: 978-3-031-96196-0.
Modelado de sistemas industriales no lineales mediante SINDyc para la construcción de gemelos digitales Proceedings Article
En: XX Simposio CEA de Control Inteligente: libro de actas. Universidad de Huelva, 2025.
Análisis del rendimiento de un sistema de control avanzado basado en el estándar IEC 61499 Proceedings Article
En: XIX Simposio CEA de Control Inteligente: libro de actas, pp. 45-50, Universidad de Burgos. Servicio de Publicaciones e Imagen Institucional, Burgos, 2025, ISBN: 978-84-18465-97-0.
Adaptive model based on ESN for anomaly detection in industrial systems Journal Article
En: Evolving Systems, vol. 16, no. 1, pp. 25, 2025, ISSN: 1868-6486.
2024
Assessment and deployment of a LSTM-based virtual sensor in an industrial process control loop Journal Article
En: Neural Computing and Applications, vol. 37, iss. 17, pp. 10507-10519, 2024.
Remote training platform for industrial control automation Journal Article
En: IFAC-PapersOnLine, vol. 58, no. 26, pp. 164-169, 2024, ISSN: 2405-8963, (4th IFAC Workshop on Internet Based Control Education - IBCE 2024).
Trustworthiness Score for Echo State Networks by Analysis of the Reservoir Dynamics Proceedings Article
En: ESANN 2024 proceesdings, pp. 455–460, Ciaco - i6doc.com, Bruges (Belgium) and online, 2024, ISBN: 978-2-87587-090-2.
Deep Echo State Networks for Modelling of Industrial Systems Proceedings Article
En: Engineering Applications of Neural Networks, pp. 106–119, Springer Nature Switzerland, Cham, 2024, ISBN: 978-3-031-62495-7.
An Approach to Develop Digital Twins in Industry Journal Article
En: Sensors, vol. 24, no. 3, 2024, ISSN: 1424-8220.
2023
Echo State Networks for anomaly detection in industrial systems Journal Article
En: IFAC-PapersOnLine, vol. 56, no. 2, pp. 1472–1477, 2023, ISSN: 2405-8963.
Hands-on training in industrial cybersecurity for a multidisciplinary Master's degree Journal Article
En: IFAC-PapersOnLine, vol. 56, no. 2, pp. 11217–11222, 2023, ISSN: 2405-8963.
Gemelo digital de una célula electro-neumática robotizada Proceedings Article
En: XLIV Jornadas de Automática, pp. 225-230, Universidade da Coruña. Servizo de Publicacións, 2023.
Principal Component Modes of Reservoir Dynamics in Reservoir Computing Proceedings Article
En: IFIP International Conference on Artificial Intelligence Applications and Innovations, pp. 434–445, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-34204-2.
Adaptive Model for Industrial Systems Using Echo State Networks Proceedings Article
En: Engineering Applications of Neural Networks, pp. 367–378, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-34204-2.
Guidelines to develop demonstration models on industry 4.0 for engineering training Journal Article
En: International Journal of Computer Integrated Manufacturing, vol. 36, no. 10, pp. 1465-1481, 2023.
2022
Control de caudal con un sensor virtual basado en técnicas de deep learning Proceedings Article
En: XLIII Jornadas de Automática, pp. 368–375, Universidade da Coruña. Servizo de Publicacións 2022.
Sensor virtual de caudal basado en técnicas de deep learning Proceedings Article
En: XVII Simposio CEA de Control Inteligente, pp. 81-86, 2022.
Demostradores para la formación en digitalización de la industria Book Chapter
En: vol. 21, pp. 65-116, Universidad de León, 2022.
2021
Environment for education on Industry 4.0 Journal Article
En: IEEE Access, pp. 144395-144405, 2021, ISSN: 2169-3536.
2020
Development of a Remote Industrial Laboratory for Automatic Control based on Node-RED Journal Article
En: IFAC-PapersOnLine, vol. 53, no. 2, pp. 17210–17215, 2020.